{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n",
    "#from vnpy.trader.app.ctaStrategy.strategy.strategyMultiTimeframe import MultiTimeframeStrategy\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyMultiSignal import MultiSignalStrategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建回测引擎对象\n",
    "engine = BacktestingEngine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用历史数据缓存服务器，请先运行startHds.py\n",
    "engine.initHdsClient()                        # 受限于机器内存，超出上限会报错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置回测使用的数据                       \n",
    "engine.setBacktestingMode(engine.BAR_MODE)    # 设置引擎的回测模式为K线\n",
    "engine.setDatabase(MINUTE_DB_NAME, 'IF0000')  # 设置使用的历史数据库\n",
    "engine.setStartDate('20150101')               # 设置回测用的数据起始日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 配置回测引擎参数\n",
    "engine.setSlippage(0.2)     # 设置滑点为股指1跳\n",
    "engine.setRate(0.3/10000)   # 设置手续费万0.3\n",
    "engine.setSize(300)         # 设置股指合约大小 \n",
    "engine.setPriceTick(0.2)    # 设置股指最小价格变动   \n",
    "engine.setCapital(1000000)  # 设置回测本金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 在引擎中创建策略对象\n",
    "d = {'atrLength': 11}                     # 策略参数配置\n",
    "engine.initStrategy(AtrRsiStrategy, d)    # 创建策略对象\n",
    "#ngine.initStrategy(MultiTimeframeStrategy, d)    \n",
    "#engine.initStrategy(MultiSignalStrategy, {})    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-08-06 15:01:09.708000\t开始载入数据\n",
      "2018-08-06 15:01:28.454000\t载入完成，数据量：155070\n",
      "2018-08-06 15:01:28.454000\t开始回测\n",
      "2018-08-06 15:01:28.504000\t策略初始化完成\n",
      "2018-08-06 15:01:28.504000\t策略启动完成\n",
      "2018-08-06 15:01:28.504000\t开始回放数据\n",
      "2018-08-06 15:01:39.480000\t数据回放结束\n"
     ]
    }
   ],
   "source": [
    "# 运行回测\n",
    "engine.runBacktesting()          # 运行回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-08-06 15:02:11.279000\t计算按日统计结果\n",
      "2018-08-06 15:02:11.334000\t------------------------------\n",
      "2018-08-06 15:02:11.334000\t首个交易日：\t2015-01-12\n",
      "2018-08-06 15:02:11.334000\t最后交易日：\t2017-07-14\n",
      "2018-08-06 15:02:11.334000\t总交易日：\t612\n",
      "2018-08-06 15:02:11.334000\t盈利交易日\t297\n",
      "2018-08-06 15:02:11.334000\t亏损交易日：\t315\n",
      "2018-08-06 15:02:11.334000\t起始资金：\t1000000\n",
      "2018-08-06 15:02:11.334000\t结束资金：\t1,133,650.64\n",
      "2018-08-06 15:02:11.335000\t总收益率：\t13.37%\n",
      "2018-08-06 15:02:11.335000\t年化收益：\t5.24%\n",
      "2018-08-06 15:02:11.335000\t总盈亏：\t133,650.64\n",
      "2018-08-06 15:02:11.335000\t最大回撤: \t-185,949.45\n",
      "2018-08-06 15:02:11.335000\t百分比最大回撤: -16.31%\n",
      "2018-08-06 15:02:11.335000\t总手续费：\t148,769.36\n",
      "2018-08-06 15:02:11.335000\t总滑点：\t267,420.0\n",
      "2018-08-06 15:02:11.335000\t总成交金额：\t4,958,978,520.0\n",
      "2018-08-06 15:02:11.335000\t总成交笔数：\t4,457.0\n",
      "2018-08-06 15:02:11.336000\t日均盈亏：\t218.38\n",
      "2018-08-06 15:02:11.336000\t日均手续费：\t243.09\n",
      "2018-08-06 15:02:11.336000\t日均滑点：\t436.96\n",
      "2018-08-06 15:02:11.336000\t日均成交金额：\t8,102,906.08\n",
      "2018-08-06 15:02:11.336000\t日均成交笔数：\t7.28\n",
      "2018-08-06 15:02:11.336000\t日均收益率：\t0.02%\n",
      "2018-08-06 15:02:11.336000\t收益标准差：\t1.72%\n",
      "2018-08-06 15:02:11.336000\tSharpe Ratio：\t0.18\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcfee070>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示逐日回测结果\n",
    "engine.showDailyResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 显示逐笔回测结果\n",
    "engine.showBacktestingResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 显示前10条成交记录\n",
    "for i in range(10):\n",
    "    d = engine.tradeDict[str(i+1)].__dict__\n",
    "    print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 优化配置\n",
    "setting = OptimizationSetting()                 # 新建一个优化任务设置对象\n",
    "setting.setOptimizeTarget('totalNetPnl')        # 设置优化排序的目标是策略净盈利\n",
    "setting.addParameter('atrLength', 12, 16, 2)    # 增加第一个优化参数atrLength，起始12，结束20，步进2\n",
    "#setting.addParameter('atrMa', 20, 30, 5)        # 增加第二个优化参数atrMa，起始20，结束30，步进5\n",
    "#setting.addParameter('rsiLength', 5)            # 增加一个固定数值的参数\n",
    "\n",
    "# 执行多进程优化\n",
    "import time\n",
    "start = time.time()\n",
    "#resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n",
    "resultList = engine.runOptimization(AtrRsiStrategy, setting)\n",
    "print u'耗时：%s' %(time.time()-start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 显示优化的所有统计数据\n",
    "for result in resultList:\n",
    "    print '-' * 30\n",
    "    print u'参数：%s，目标：%s' %(result[0], result[1])\n",
    "    print u'统计数据：'\n",
    "    for k, v in result[2].items():\n",
    "        print u'%s：%s' %(k, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
